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Open Source · Observability

Evidently

Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.

Our verdict

Not reviewed yet

We have not reviewed Evidently yet

No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.

How we review records

From the listing

About Evidently

Evidently is an open-source framework for ML and LLM observability. It evaluates, tests, and monitors AI systems and data pipelines. It supports tabular data and generative AI with over 100 metrics.

Best for

Data scientists and ML engineers who need a comprehensive, open-source observability framework for both traditional models and LLMs.

Use cases

  • Evaluating LLM outputs against ground truth
  • Monitoring data drift in production ML pipelines
  • Testing model performance with pre-defined test suites

Notes

7,561 stars on GitHub. Last updated 2026-05-02. Licensed Apache-2.0.

Pros

  • Open-source with large community support
  • Covers both ML and LLM observability with 100+ metrics
  • Integrates with Jupyter notebooks for exploratory analysis

Cons

  • Primarily designed for notebook environment, less turnkey for production deployment
  • Steep learning curve for setting up custom monitoring pipelines
  • Limited to Python ecosystem

Key facts

What we have checked

Latest version
0.7.23 (released 11 Sept 2026)
Checked GitHub
GitHub stars
7,942
Checked github api via nightly crawl, recovered from git history 20e874270887c1008f860ee0198e461a23c9e438

Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.

Stars and usage

How Evidently is growing

GitHub stars

7,561 to 7,942

stars. 12 July 2026 to 26 Sept 2026, 2 readings.

Source: github api via nightly crawl, recovered from git history 20e874270887c1008f860ee0198e461a23c9e438. Checked .

Alternatives

Alternatives to Evidently

RecordTypeHow we knowChecked
promptfooThis is an alternative to itOpen sourceNamed in the listingNot dated
RagasThis is an alternative to itOpen sourceNamed in the listingNot dated

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Sources

Where this comes from

  • GitHubOfficial

    Checked · Latest version

  • github api via nightly crawl, recovered from git history 20e874270887c1008f860ee0198e461a23c9e438Registry

    Checked · GitHub stars

A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.

Changelog

What changed

  1. Released 0.7.23

    Source: GitHub

  2. Released 0.7.21

    Source: GitHub

  3. Released 0.7.20

    Source: GitHub

  4. Released 0.7.19

    Source: GitHub

  5. Released 0.7.18

    Source: GitHub

  6. Released 0.7.17

    Source: GitHub

  7. Released 0.7.16

    Source: GitHub

  8. Released 0.7.15

    Source: GitHub

  9. Released 0.7.14

    Source: GitHub

  10. Released 0.7.13

    Source: GitHub

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